Dataset statistics
| Number of variables | 20 |
|---|---|
| Number of observations | 295516 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 45.1 MiB |
| Average record size in memory | 160.0 B |
Variable types
| Numeric | 20 |
|---|
CO (ppm) is highly overall correlated with Time (s) and 9 other fields | High correlation |
Heater voltage (V) is highly overall correlated with R4 (MOhm) and 8 other fields | High correlation |
R1 (MOhm) is highly overall correlated with R2 (MOhm) and 7 other fields | High correlation |
R2 (MOhm) is highly overall correlated with R1 (MOhm) and 5 other fields | High correlation |
R3 (MOhm) is highly overall correlated with R1 (MOhm) and 5 other fields | High correlation |
R4 (MOhm) is highly overall correlated with Humidity (%r.h.) and 14 other fields | High correlation |
R5 (MOhm) is highly overall correlated with R1 (MOhm) and 12 other fields | High correlation |
R6 (MOhm) is highly overall correlated with Heater voltage (V) and 13 other fields | High correlation |
R7 (MOhm) is highly overall correlated with R1 (MOhm) and 12 other fields | High correlation |
R8 (MOhm) is highly overall correlated with CO (ppm) and 11 other fields | High correlation |
R9 (MOhm) is highly overall correlated with CO (ppm) and 12 other fields | High correlation |
R10 (MOhm) is highly overall correlated with CO (ppm) and 11 other fields | High correlation |
R11 (MOhm) is highly overall correlated with CO (ppm) and 11 other fields | High correlation |
R12 (MOhm) is highly overall correlated with CO (ppm) and 11 other fields | High correlation |
R13 (MOhm) is highly overall correlated with CO (ppm) and 12 other fields | High correlation |
R14 (MOhm) is highly overall correlated with CO (ppm) and 11 other fields | High correlation |
Time (s) is highly overall correlated with CO (ppm) and 2 other fields | High correlation |
Humidity (%r.h.) is highly overall correlated with Time (s) and 3 other fields | High correlation |
Temperature (C) is highly overall correlated with Time (s) and 2 other fields | High correlation |
Flow rate (mL/min) is highly skewed (γ1 = -98.05186846) | Skewed |
Time (s) is uniformly distributed | Uniform |
Time (s) has unique values | Unique |
CO (ppm) has 32192 (10.9%) zeros | Zeros |
Reproduction
| Analysis started | 2022-12-20 08:21:09.754670 |
|---|---|
| Analysis finished | 2022-12-20 08:25:54.293454 |
| Duration | 4 minutes and 44.54 seconds |
| Software version | pandas-profiling vv3.5.0 |
| Download configuration | config.json |
| Distinct | 295516 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 45450.911 |
| Minimum | 0 |
|---|---|
| Maximum | 90909.585 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4550.3965 |
| Q1 | 22738.039 |
| median | 45451.35 |
| Q3 | 68153.277 |
| 95-th percentile | 86359.916 |
| Maximum | 90909.585 |
| Range | 90909.585 |
| Interquartile range (IQR) | 45415.239 |
Descriptive statistics
| Standard deviation | 26235.338 |
|---|---|
| Coefficient of variation (CV) | 0.57722359 |
| Kurtosis | -1.1988754 |
| Mean | 45450.911 |
| Median Absolute Deviation (MAD) | 22707.699 |
| Skewness | 6.9101035 × 10-5 |
| Sum | 1.3431472 × 1010 |
| Variance | 6.8829297 × 108 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 60613.283 | 1 | < 0.1% |
| 60585.064 | 1 | < 0.1% |
| 60584.754 | 1 | < 0.1% |
| 60584.445 | 1 | < 0.1% |
| 60584.137 | 1 | < 0.1% |
| 60583.827 | 1 | < 0.1% |
| 60583.518 | 1 | < 0.1% |
| 60583.208 | 1 | < 0.1% |
| 60582.898 | 1 | < 0.1% |
| Other values (295506) | 295506 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.309 | 1 | |
| 0.619 | 1 | |
| 0.928 | 1 | |
| 1.235 | 1 | |
| 1.545 | 1 | |
| 1.853 | 1 | |
| 2.161 | 1 | |
| 2.47 | 1 | |
| 2.779 | 1 |
| Value | Count | Frequency (%) |
| 90909.585 | 1 | |
| 90909.281 | 1 | |
| 90908.976 | 1 | |
| 90908.671 | 1 | |
| 90908.366 | 1 | |
| 90908.061 | 1 | |
| 90907.757 | 1 | |
| 90907.451 | 1 | |
| 90907.146 | 1 | |
| 90906.841 | 1 |
| Distinct | 310 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.8999365 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 32192 |
| Zeros (%) | 10.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 4.44 |
| median | 8.89 |
| Q3 | 15.56 |
| 95-th percentile | 20 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 11.12 |
Descriptive statistics
| Standard deviation | 6.4290286 |
|---|---|
| Coefficient of variation (CV) | 0.649401 |
| Kurtosis | -1.233963 |
| Mean | 9.8999365 |
| Median Absolute Deviation (MAD) | 6.67 |
| Skewness | 0.0090592728 |
| Sum | 2925589.6 |
| Variance | 41.332409 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 32192 | |
| 17.78 | 29265 | |
| 4.44 | 29252 | |
| 13.33 | 29247 | |
| 6.67 | 29239 | |
| 20 | 29231 | |
| 2.22 | 29220 | |
| 11.11 | 29219 | |
| 15.56 | 29203 | |
| 8.89 | 29147 | |
| Other values (300) | 301 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 32192 | |
| 0.0266 | 1 | < 0.1% |
| 0.22 | 1 | < 0.1% |
| 0.2889 | 1 | < 0.1% |
| 0.3378 | 1 | < 0.1% |
| 0.4595 | 1 | < 0.1% |
| 0.5705 | 1 | < 0.1% |
| 0.6222 | 1 | < 0.1% |
| 0.6845 | 1 | < 0.1% |
| 0.9191 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 20 | 29231 | |
| 19.7935 | 1 | < 0.1% |
| 19.7467 | 1 | < 0.1% |
| 19.32 | 1 | < 0.1% |
| 19.1131 | 1 | < 0.1% |
| 19.1053 | 1 | < 0.1% |
| 18.8 | 1 | < 0.1% |
| 18.7879 | 1 | < 0.1% |
| 18.787 | 1 | < 0.1% |
| 18.7612 | 1 | < 0.1% |
Humidity (%r.h.)
Real number (ℝ)
| Distinct | 21644 |
|---|---|
| Distinct (%) | 7.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 45.748175 |
| Minimum | 16.39 |
|---|---|
| Maximum | 72.92 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 16.39 |
|---|---|
| 5-th percentile | 23.09 |
| Q1 | 36.14 |
| median | 46.65 |
| Q3 | 55.33 |
| 95-th percentile | 65.23 |
| Maximum | 72.92 |
| Range | 56.53 |
| Interquartile range (IQR) | 19.19 |
Descriptive statistics
| Standard deviation | 12.467841 |
|---|---|
| Coefficient of variation (CV) | 0.27253199 |
| Kurtosis | -0.73838758 |
| Mean | 45.748175 |
| Median Absolute Deviation (MAD) | 9.45 |
| Skewness | -0.16087023 |
| Sum | 13519318 |
| Variance | 155.44706 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 32.92 | 4837 | 1.6% |
| 51.77 | 4658 | 1.6% |
| 36.14 | 3868 | 1.3% |
| 38.26 | 3312 | 1.1% |
| 30.76 | 3151 | 1.1% |
| 21.99 | 3115 | 1.1% |
| 47.67 | 3105 | 1.1% |
| 31.84 | 3014 | 1.0% |
| 30.74 | 2860 | 1.0% |
| 46.64 | 2846 | 1.0% |
| Other values (21634) | 260750 |
| Value | Count | Frequency (%) |
| 16.39 | 152 | |
| 16.3904 | 1 | < 0.1% |
| 16.3905 | 1 | < 0.1% |
| 16.3909 | 1 | < 0.1% |
| 16.391 | 1 | < 0.1% |
| 16.3914 | 1 | < 0.1% |
| 16.3915 | 1 | < 0.1% |
| 16.4553 | 1 | < 0.1% |
| 16.4771 | 1 | < 0.1% |
| 16.5084 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 72.92 | 287 | |
| 72.9194 | 1 | < 0.1% |
| 72.9188 | 1 | < 0.1% |
| 72.9182 | 1 | < 0.1% |
| 72.8067 | 1 | < 0.1% |
| 72.8034 | 1 | < 0.1% |
| 72.663 | 1 | < 0.1% |
| 72.6611 | 1 | < 0.1% |
| 72.5184 | 1 | < 0.1% |
| 72.5183 | 1 | < 0.1% |
Temperature (C)
Real number (ℝ)
| Distinct | 3755 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.427412 |
| Minimum | 26.14 |
|---|---|
| Maximum | 26.62 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 26.14 |
|---|---|
| 5-th percentile | 26.22 |
| Q1 | 26.38 |
| median | 26.46 |
| Q3 | 26.5 |
| 95-th percentile | 26.58 |
| Maximum | 26.62 |
| Range | 0.48 |
| Interquartile range (IQR) | 0.12 |
Descriptive statistics
| Standard deviation | 0.10374167 |
|---|---|
| Coefficient of variation (CV) | 0.0039255328 |
| Kurtosis | -0.23711187 |
| Mean | 26.427412 |
| Median Absolute Deviation (MAD) | 0.04 |
| Skewness | -0.66855755 |
| Sum | 7809723 |
| Variance | 0.010762334 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 26.46 | 62870 | |
| 26.5 | 44961 | |
| 26.42 | 34794 | |
| 26.54 | 31538 | |
| 26.38 | 28110 | |
| 26.22 | 16089 | 5.4% |
| 26.26 | 15629 | 5.3% |
| 26.3 | 11912 | 4.0% |
| 26.34 | 9774 | 3.3% |
| 26.58 | 9583 | 3.2% |
| Other values (3745) | 30256 |
| Value | Count | Frequency (%) |
| 26.14 | 69 | |
| 26.1401 | 10 | < 0.1% |
| 26.1407 | 1 | < 0.1% |
| 26.1409 | 1 | < 0.1% |
| 26.1432 | 1 | < 0.1% |
| 26.1435 | 1 | < 0.1% |
| 26.1448 | 1 | < 0.1% |
| 26.1461 | 1 | < 0.1% |
| 26.1475 | 1 | < 0.1% |
| 26.1477 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 26.62 | 5314 | |
| 26.6199 | 145 | < 0.1% |
| 26.6198 | 51 | < 0.1% |
| 26.6197 | 2 | < 0.1% |
| 26.6194 | 1 | < 0.1% |
| 26.6193 | 2 | < 0.1% |
| 26.6192 | 1 | < 0.1% |
| 26.619 | 1 | < 0.1% |
| 26.6189 | 1 | < 0.1% |
| 26.6188 | 1 | < 0.1% |
Flow rate (mL/min)
Real number (ℝ)
| Distinct | 11422 |
|---|---|
| Distinct (%) | 3.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 239.94252 |
| Minimum | 0 |
|---|---|
| Maximum | 272.6063 |
| Zeros | 8 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 239.7525 |
| Q1 | 239.8952 |
| median | 239.9723 |
| Q3 | 240.0456 |
| 95-th percentile | 240.1832 |
| Maximum | 272.6063 |
| Range | 272.6063 |
| Interquartile range (IQR) | 0.1504 |
Descriptive statistics
| Standard deviation | 1.9355314 |
|---|---|
| Coefficient of variation (CV) | 0.0080666461 |
| Kurtosis | 11142.54 |
| Mean | 239.94252 |
| Median Absolute Deviation (MAD) | 0.0752 |
| Skewness | -98.051868 |
| Sum | 70906853 |
| Variance | 3.7462817 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 240.0058 | 141 | < 0.1% |
| 239.99 | 136 | < 0.1% |
| 239.9545 | 135 | < 0.1% |
| 239.9695 | 135 | < 0.1% |
| 239.9822 | 135 | < 0.1% |
| 239.9928 | 135 | < 0.1% |
| 239.9779 | 134 | < 0.1% |
| 239.9857 | 133 | < 0.1% |
| 239.964 | 133 | < 0.1% |
| 239.9629 | 132 | < 0.1% |
| Other values (11412) | 294167 |
| Value | Count | Frequency (%) |
| 0 | 8 | |
| 0.1037 | 1 | < 0.1% |
| 0.5429 | 1 | < 0.1% |
| 0.982 | 1 | < 0.1% |
| 1.4198 | 1 | < 0.1% |
| 31.7527 | 1 | < 0.1% |
| 47.1536 | 1 | < 0.1% |
| 70.8576 | 1 | < 0.1% |
| 77.886 | 1 | < 0.1% |
| 102.4733 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 272.6063 | 1 | |
| 265.4839 | 1 | |
| 262.0708 | 1 | |
| 261.8683 | 1 | |
| 260.4217 | 1 | |
| 259.6269 | 1 | |
| 257.9961 | 1 | |
| 256.6632 | 1 | |
| 255.4238 | 1 | |
| 255.3764 | 1 |
Heater voltage (V)
Real number (ℝ)
| Distinct | 1708 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.35531938 |
| Minimum | 0.199 |
|---|---|
| Maximum | 0.9009 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.199 |
|---|---|
| 5-th percentile | 0.2 |
| Q1 | 0.2 |
| median | 0.2 |
| Q3 | 0.207 |
| 95-th percentile | 0.899 |
| Maximum | 0.9009 |
| Range | 0.7019 |
| Interquartile range (IQR) | 0.007 |
Descriptive statistics
| Standard deviation | 0.28869355 |
|---|---|
| Coefficient of variation (CV) | 0.81249029 |
| Kurtosis | -0.20738807 |
| Mean | 0.35531938 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.3365387 |
| Sum | 105002.56 |
| Variance | 0.083343965 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.2 | 162508 | |
| 0.899 | 26989 | 9.1% |
| 0.201 | 9575 | 3.2% |
| 0.898 | 5093 | 1.7% |
| 0.202 | 2999 | 1.0% |
| 0.2001 | 2755 | 0.9% |
| 0.2003 | 2677 | 0.9% |
| 0.2007 | 2677 | 0.9% |
| 0.2004 | 2672 | 0.9% |
| 0.2005 | 2672 | 0.9% |
| Other values (1698) | 74899 |
| Value | Count | Frequency (%) |
| 0.199 | 729 | |
| 0.1991 | 1013 | |
| 0.1992 | 1076 | |
| 0.1993 | 948 | |
| 0.1994 | 997 | |
| 0.1995 | 1043 | |
| 0.1996 | 1011 | |
| 0.1997 | 987 | |
| 0.1998 | 929 | |
| 0.1999 | 1053 |
| Value | Count | Frequency (%) |
| 0.9009 | 3 | < 0.1% |
| 0.9008 | 3 | < 0.1% |
| 0.9007 | 1 | < 0.1% |
| 0.9006 | 3 | < 0.1% |
| 0.9005 | 2 | < 0.1% |
| 0.9004 | 2 | < 0.1% |
| 0.9002 | 1 | < 0.1% |
| 0.9001 | 1 | < 0.1% |
| 0.9 | 2444 | |
| 0.8999 | 1264 |
R1 (MOhm)
Real number (ℝ)
| Distinct | 8513 |
|---|---|
| Distinct (%) | 2.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.331572 |
| Minimum | 0.0321 |
|---|---|
| Maximum | 116.4568 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0321 |
|---|---|
| 5-th percentile | 0.0783 |
| Q1 | 0.4113 |
| median | 1.7516 |
| Q3 | 26.1726 |
| 95-th percentile | 66.4837 |
| Maximum | 116.4568 |
| Range | 116.4247 |
| Interquartile range (IQR) | 25.7613 |
Descriptive statistics
| Standard deviation | 22.707987 |
|---|---|
| Coefficient of variation (CV) | 1.4811258 |
| Kurtosis | 0.99517602 |
| Mean | 15.331572 |
| Median Absolute Deviation (MAD) | 1.6697 |
| Skewness | 1.4629259 |
| Sum | 4530725 |
| Variance | 515.65267 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 68.5571 | 712 | 0.2% |
| 69.1448 | 687 | 0.2% |
| 69.6423 | 684 | 0.2% |
| 0.0944 | 679 | 0.2% |
| 70.2486 | 673 | 0.2% |
| 68.0747 | 670 | 0.2% |
| 66.4837 | 669 | 0.2% |
| 67.0368 | 664 | 0.2% |
| 0.0948 | 655 | 0.2% |
| 66.0296 | 654 | 0.2% |
| Other values (8503) | 288769 |
| Value | Count | Frequency (%) |
| 0.0321 | 1 | < 0.1% |
| 0.0322 | 1 | < 0.1% |
| 0.0326 | 1 | < 0.1% |
| 0.0327 | 2 | |
| 0.0328 | 1 | < 0.1% |
| 0.0331 | 3 | |
| 0.0332 | 1 | < 0.1% |
| 0.0333 | 2 | |
| 0.0334 | 3 | |
| 0.0335 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 116.4568 | 1 | < 0.1% |
| 113.4868 | 2 | < 0.1% |
| 111.9292 | 8 | < 0.1% |
| 110.6632 | 7 | < 0.1% |
| 109.181 | 4 | < 0.1% |
| 107.9756 | 10 | < 0.1% |
| 106.5634 | 11 | < 0.1% |
| 105.4143 | 22 | |
| 104.0673 | 43 | |
| 102.9706 | 43 |
R2 (MOhm)
Real number (ℝ)
| Distinct | 8270 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.59054 |
| Minimum | 0.0559 |
|---|---|
| Maximum | 144.618 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0559 |
|---|---|
| 5-th percentile | 0.1395 |
| Q1 | 0.4865 |
| median | 1.3908 |
| Q3 | 29.5749 |
| 95-th percentile | 76.9383 |
| Maximum | 144.618 |
| Range | 144.5621 |
| Interquartile range (IQR) | 29.0884 |
Descriptive statistics
| Standard deviation | 26.811283 |
|---|---|
| Coefficient of variation (CV) | 1.5241876 |
| Kurtosis | 0.48223647 |
| Mean | 17.59054 |
| Median Absolute Deviation (MAD) | 1.2495 |
| Skewness | 1.3833763 |
| Sum | 5198285.9 |
| Variance | 718.8449 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 78.3034 | 1054 | 0.4% |
| 79.0683 | 1048 | 0.4% |
| 79.7171 | 1042 | 0.4% |
| 76.3332 | 1005 | 0.3% |
| 80.5097 | 990 | 0.3% |
| 81.1822 | 984 | 0.3% |
| 77.677 | 980 | 0.3% |
| 75.6194 | 958 | 0.3% |
| 75.0345 | 950 | 0.3% |
| 76.9383 | 935 | 0.3% |
| Other values (8260) | 285570 |
| Value | Count | Frequency (%) |
| 0.0559 | 1 | < 0.1% |
| 0.056 | 1 | < 0.1% |
| 0.0565 | 1 | < 0.1% |
| 0.0567 | 1 | < 0.1% |
| 0.0568 | 1 | < 0.1% |
| 0.0573 | 2 | |
| 0.0576 | 2 | |
| 0.0579 | 1 | < 0.1% |
| 0.058 | 3 | |
| 0.0581 | 3 |
| Value | Count | Frequency (%) |
| 144.618 | 1 | < 0.1% |
| 133.9633 | 1 | < 0.1% |
| 124.4448 | 1 | < 0.1% |
| 121.0628 | 2 | < 0.1% |
| 119.5851 | 1 | < 0.1% |
| 117.8584 | 1 | < 0.1% |
| 114.818 | 2 | < 0.1% |
| 113.4868 | 6 | |
| 111.9292 | 11 | |
| 110.6632 | 10 |
R3 (MOhm)
Real number (ℝ)
| Distinct | 8221 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.473663 |
| Minimum | 0.054 |
|---|---|
| Maximum | 175.1666 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.054 |
|---|---|
| 5-th percentile | 0.1121 |
| Q1 | 0.5927 |
| median | 4.2642 |
| Q3 | 45.8407 |
| 95-th percentile | 81.51 |
| Maximum | 175.1666 |
| Range | 175.1126 |
| Interquartile range (IQR) | 45.248 |
Descriptive statistics
| Standard deviation | 28.825388 |
|---|---|
| Coefficient of variation (CV) | 1.2826297 |
| Kurtosis | -0.34684674 |
| Mean | 22.473663 |
| Median Absolute Deviation (MAD) | 4.1503 |
| Skewness | 1.0362009 |
| Sum | 6641327 |
| Variance | 830.90297 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 83.0507 | 1206 | 0.4% |
| 83.7703 | 1132 | 0.4% |
| 84.6501 | 1120 | 0.4% |
| 85.3974 | 1092 | 0.4% |
| 82.2033 | 1082 | 0.4% |
| 80.6932 | 1054 | 0.4% |
| 81.51 | 1033 | 0.3% |
| 86.3116 | 1027 | 0.3% |
| 80.0247 | 1026 | 0.3% |
| 78.592 | 987 | 0.3% |
| Other values (8211) | 284757 |
| Value | Count | Frequency (%) |
| 0.054 | 1 | < 0.1% |
| 0.0542 | 1 | < 0.1% |
| 0.0553 | 1 | < 0.1% |
| 0.0563 | 1 | < 0.1% |
| 0.0574 | 1 | < 0.1% |
| 0.0575 | 1 | < 0.1% |
| 0.0578 | 1 | < 0.1% |
| 0.058 | 1 | < 0.1% |
| 0.0581 | 2 | |
| 0.0584 | 3 |
| Value | Count | Frequency (%) |
| 175.1666 | 1 | < 0.1% |
| 162.3763 | 1 | < 0.1% |
| 153.6975 | 1 | < 0.1% |
| 146.3314 | 1 | < 0.1% |
| 118.8647 | 2 | < 0.1% |
| 114.1263 | 1 | < 0.1% |
| 112.8031 | 5 | < 0.1% |
| 111.2549 | 11 | < 0.1% |
| 109.9965 | 33 | |
| 108.5233 | 46 |
R4 (MOhm)
Real number (ℝ)
| Distinct | 7591 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.21222 |
| Minimum | 0.0392 |
|---|---|
| Maximum | 80.9098 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0392 |
|---|---|
| 5-th percentile | 0.1021 |
| Q1 | 2.0541 |
| median | 19.455 |
| Q3 | 30.6869 |
| 95-th percentile | 46.6306 |
| Maximum | 80.9098 |
| Range | 80.8706 |
| Interquartile range (IQR) | 28.6328 |
Descriptive statistics
| Standard deviation | 15.841458 |
|---|---|
| Coefficient of variation (CV) | 0.82455113 |
| Kurtosis | -0.68267849 |
| Mean | 19.21222 |
| Median Absolute Deviation (MAD) | 13.7414 |
| Skewness | 0.40052675 |
| Sum | 5677518.5 |
| Variance | 250.95179 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 30.9473 | 842 | 0.3% |
| 29.6865 | 838 | 0.3% |
| 29.2098 | 836 | 0.3% |
| 32.1616 | 835 | 0.3% |
| 31.212 | 831 | 0.3% |
| 30.1786 | 824 | 0.3% |
| 31.755 | 816 | 0.3% |
| 29.797 | 812 | 0.3% |
| 28.1797 | 809 | 0.3% |
| 30.6869 | 806 | 0.3% |
| Other values (7581) | 287267 |
| Value | Count | Frequency (%) |
| 0.0392 | 1 | |
| 0.0396 | 1 | |
| 0.0405 | 1 | |
| 0.0406 | 1 | |
| 0.0411 | 1 | |
| 0.0413 | 2 | |
| 0.0418 | 1 | |
| 0.0419 | 1 | |
| 0.042 | 1 | |
| 0.0421 | 1 |
| Value | Count | Frequency (%) |
| 80.9098 | 1 | < 0.1% |
| 76.8594 | 1 | < 0.1% |
| 76.0133 | 1 | < 0.1% |
| 75.3221 | 4 | < 0.1% |
| 74.5089 | 9 | < 0.1% |
| 73.8444 | 16 | |
| 73.0622 | 20 | |
| 72.4229 | 16 | |
| 71.6701 | 23 | |
| 71.0545 | 33 |
R5 (MOhm)
Real number (ℝ)
| Distinct | 7919 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 31.498183 |
| Minimum | 0.0482 |
|---|---|
| Maximum | 163.0324 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0482 |
|---|---|
| 5-th percentile | 0.1151 |
| Q1 | 1.8111 |
| median | 32.8155 |
| Q3 | 51.4875 |
| 95-th percentile | 78.1461 |
| Maximum | 163.0324 |
| Range | 162.9842 |
| Interquartile range (IQR) | 49.6764 |
Descriptive statistics
| Standard deviation | 26.972763 |
|---|---|
| Coefficient of variation (CV) | 0.85632757 |
| Kurtosis | -0.97413369 |
| Mean | 31.498183 |
| Median Absolute Deviation (MAD) | 25.1466 |
| Skewness | 0.34433401 |
| Sum | 9308217 |
| Variance | 727.52992 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 48.0682 | 1349 | 0.5% |
| 49.1574 | 1339 | 0.5% |
| 47.5412 | 1299 | 0.4% |
| 47.2584 | 1291 | 0.4% |
| 49.4117 | 1288 | 0.4% |
| 47.7793 | 1279 | 0.4% |
| 49.7203 | 1264 | 0.4% |
| 48.3116 | 1247 | 0.4% |
| 50.562 | 1243 | 0.4% |
| 48.6068 | 1240 | 0.4% |
| Other values (7909) | 282677 |
| Value | Count | Frequency (%) |
| 0.0482 | 1 | |
| 0.0494 | 1 | |
| 0.0495 | 1 | |
| 0.0499 | 1 | |
| 0.0502 | 1 | |
| 0.0505 | 1 | |
| 0.0506 | 1 | |
| 0.0507 | 2 | |
| 0.0508 | 1 | |
| 0.0511 | 1 |
| Value | Count | Frequency (%) |
| 163.0324 | 1 | < 0.1% |
| 151.9291 | 1 | < 0.1% |
| 126.116 | 1 | < 0.1% |
| 124.1949 | 4 | < 0.1% |
| 122.6378 | 2 | < 0.1% |
| 120.8197 | 3 | < 0.1% |
| 119.345 | 8 | < 0.1% |
| 117.6218 | 11 | < 0.1% |
| 116.223 | 9 | < 0.1% |
| 114.5874 | 31 |
R6 (MOhm)
Real number (ℝ)
| Distinct | 7873 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28.963481 |
| Minimum | 0.0484 |
|---|---|
| Maximum | 168.4491 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0484 |
|---|---|
| 5-th percentile | 0.1243 |
| Q1 | 1.5832 |
| median | 23.3381 |
| Q3 | 49.8802 |
| 95-th percentile | 79.1164 |
| Maximum | 168.4491 |
| Range | 168.4007 |
| Interquartile range (IQR) | 48.297 |
Descriptive statistics
| Standard deviation | 27.343755 |
|---|---|
| Coefficient of variation (CV) | 0.94407694 |
| Kurtosis | -0.8707065 |
| Mean | 28.963481 |
| Median Absolute Deviation (MAD) | 23.19085 |
| Skewness | 0.5517105 |
| Sum | 8559172.1 |
| Variance | 747.68092 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 49.8802 | 1156 | 0.4% |
| 48.1206 | 1150 | 0.4% |
| 78.4368 | 1148 | 0.4% |
| 47.3106 | 1148 | 0.4% |
| 81.5165 | 1142 | 0.4% |
| 48.6935 | 1135 | 0.4% |
| 77.6364 | 1133 | 0.4% |
| 49.2798 | 1130 | 0.4% |
| 47.5609 | 1120 | 0.4% |
| 50.8369 | 1107 | 0.4% |
| Other values (7863) | 284147 |
| Value | Count | Frequency (%) |
| 0.0484 | 1 | |
| 0.0487 | 2 | |
| 0.0491 | 1 | |
| 0.0496 | 1 | |
| 0.0497 | 1 | |
| 0.0499 | 1 | |
| 0.0503 | 1 | |
| 0.0504 | 2 | |
| 0.0508 | 2 | |
| 0.0511 | 2 |
| Value | Count | Frequency (%) |
| 168.4491 | 1 | < 0.1% |
| 140.3037 | 1 | < 0.1% |
| 120.179 | 1 | < 0.1% |
| 118.6302 | 1 | < 0.1% |
| 116.8232 | 6 | < 0.1% |
| 115.3585 | 5 | < 0.1% |
| 113.6483 | 14 | < 0.1% |
| 112.2611 | 10 | < 0.1% |
| 110.6402 | 34 | |
| 109.3244 | 51 |
R7 (MOhm)
Real number (ℝ)
| Distinct | 7784 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 31.945815 |
| Minimum | 0.0527 |
|---|---|
| Maximum | 217.5961 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0527 |
|---|---|
| 5-th percentile | 0.1222 |
| Q1 | 1.8979 |
| median | 31.8796 |
| Q3 | 52.7077 |
| 95-th percentile | 80.5302 |
| Maximum | 217.5961 |
| Range | 217.5434 |
| Interquartile range (IQR) | 50.8098 |
Descriptive statistics
| Standard deviation | 27.697552 |
|---|---|
| Coefficient of variation (CV) | 0.86701659 |
| Kurtosis | -1.0257914 |
| Mean | 31.945815 |
| Median Absolute Deviation (MAD) | 25.7326 |
| Skewness | 0.36052466 |
| Sum | 9440499.5 |
| Variance | 767.15437 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 49.9924 | 1313 | 0.4% |
| 49.1134 | 1310 | 0.4% |
| 48.8606 | 1304 | 0.4% |
| 53.0601 | 1299 | 0.4% |
| 51.1767 | 1296 | 0.4% |
| 50.8483 | 1289 | 0.4% |
| 49.4202 | 1287 | 0.4% |
| 52.0732 | 1262 | 0.4% |
| 49.6787 | 1259 | 0.4% |
| 47.778 | 1253 | 0.4% |
| Other values (7774) | 282644 |
| Value | Count | Frequency (%) |
| 0.0527 | 1 | |
| 0.0531 | 1 | |
| 0.0536 | 2 | |
| 0.0539 | 1 | |
| 0.054 | 1 | |
| 0.0544 | 1 | |
| 0.0547 | 2 | |
| 0.0549 | 2 | |
| 0.0551 | 1 | |
| 0.0553 | 1 |
| Value | Count | Frequency (%) |
| 217.5961 | 1 | < 0.1% |
| 130.7453 | 1 | < 0.1% |
| 129.012 | 1 | < 0.1% |
| 116.9118 | 1 | < 0.1% |
| 115.5214 | 3 | < 0.1% |
| 113.8957 | 10 | < 0.1% |
| 112.5752 | 18 | < 0.1% |
| 111.0301 | 26 | |
| 109.7743 | 52 | |
| 108.304 | 63 |
R8 (MOhm)
Real number (ℝ)
| Distinct | 6186 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.939222 |
| Minimum | 0.033 |
|---|---|
| Maximum | 99.1944 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.033 |
|---|---|
| 5-th percentile | 0.0996 |
| Q1 | 11.8145 |
| median | 27.0667 |
| Q3 | 40.8277 |
| 95-th percentile | 60.1664 |
| Maximum | 99.1944 |
| Range | 99.1614 |
| Interquartile range (IQR) | 29.0132 |
Descriptive statistics
| Standard deviation | 19.590708 |
|---|---|
| Coefficient of variation (CV) | 0.72721878 |
| Kurtosis | -0.83771284 |
| Mean | 26.939222 |
| Median Absolute Deviation (MAD) | 13.9908 |
| Skewness | 0.14195499 |
| Sum | 7960971.1 |
| Variance | 383.79584 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 51.0146 | 1026 | 0.3% |
| 53.0355 | 1022 | 0.3% |
| 0.1003 | 1014 | 0.3% |
| 54.073 | 1002 | 0.3% |
| 54.8097 | 998 | 0.3% |
| 50.6634 | 998 | 0.3% |
| 0.1005 | 998 | 0.3% |
| 46.5435 | 994 | 0.3% |
| 0.1002 | 993 | 0.3% |
| 0.1006 | 992 | 0.3% |
| Other values (6176) | 285479 |
| Value | Count | Frequency (%) |
| 0.033 | 1 | < 0.1% |
| 0.0332 | 1 | < 0.1% |
| 0.0333 | 1 | < 0.1% |
| 0.0335 | 1 | < 0.1% |
| 0.0338 | 1 | < 0.1% |
| 0.0339 | 2 | |
| 0.0342 | 3 | |
| 0.0346 | 1 | < 0.1% |
| 0.0347 | 1 | < 0.1% |
| 0.0348 | 2 |
| Value | Count | Frequency (%) |
| 99.1944 | 1 | < 0.1% |
| 93.4149 | 1 | < 0.1% |
| 90.4024 | 1 | < 0.1% |
| 88.4405 | 1 | < 0.1% |
| 87.4055 | 3 | < 0.1% |
| 86.5611 | 5 | < 0.1% |
| 85.5689 | 4 | < 0.1% |
| 84.7592 | 7 | < 0.1% |
| 83.8072 | 12 | |
| 83.03 | 18 |
R9 (MOhm)
Real number (ℝ)
| Distinct | 6175 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.397564 |
| Minimum | 0.0296 |
|---|---|
| Maximum | 81.6883 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0296 |
|---|---|
| 5-th percentile | 0.097 |
| Q1 | 8.6032 |
| median | 21.8723 |
| Q3 | 34.4416 |
| 95-th percentile | 51.7813 |
| Maximum | 81.6883 |
| Range | 81.6587 |
| Interquartile range (IQR) | 25.8384 |
Descriptive statistics
| Standard deviation | 16.872951 |
|---|---|
| Coefficient of variation (CV) | 0.75333865 |
| Kurtosis | -0.81919077 |
| Mean | 22.397564 |
| Median Absolute Deviation (MAD) | 12.7287 |
| Skewness | 0.25155591 |
| Sum | 6618838.6 |
| Variance | 284.69647 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.0975 | 2819 | 1.0% |
| 0.0976 | 2801 | 0.9% |
| 0.0973 | 2796 | 0.9% |
| 0.0972 | 2744 | 0.9% |
| 0.0971 | 2649 | 0.9% |
| 0.0977 | 2638 | 0.9% |
| 0.097 | 2492 | 0.8% |
| 0.0978 | 2391 | 0.8% |
| 0.0968 | 2172 | 0.7% |
| 0.098 | 2103 | 0.7% |
| Other values (6165) | 269911 |
| Value | Count | Frequency (%) |
| 0.0296 | 1 | < 0.1% |
| 0.0298 | 2 | < 0.1% |
| 0.0301 | 1 | < 0.1% |
| 0.0302 | 2 | < 0.1% |
| 0.0303 | 2 | < 0.1% |
| 0.0304 | 2 | < 0.1% |
| 0.0306 | 2 | < 0.1% |
| 0.0307 | 2 | < 0.1% |
| 0.0308 | 1 | < 0.1% |
| 0.0309 | 6 |
| Value | Count | Frequency (%) |
| 81.6883 | 1 | < 0.1% |
| 71.8992 | 4 | < 0.1% |
| 70.1491 | 1 | < 0.1% |
| 69.5143 | 2 | < 0.1% |
| 68.9939 | 2 | < 0.1% |
| 68.3795 | 6 | < 0.1% |
| 67.8757 | 7 | < 0.1% |
| 67.2807 | 26 | |
| 66.7926 | 27 | |
| 66.2161 | 43 |
R10 (MOhm)
Real number (ℝ)
| Distinct | 6427 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.955787 |
| Minimum | 0.0366 |
|---|---|
| Maximum | 100.0304 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0366 |
|---|---|
| 5-th percentile | 0.1179 |
| Q1 | 7.5283 |
| median | 23.7229 |
| Q3 | 40.6416 |
| 95-th percentile | 63.7159 |
| Maximum | 100.0304 |
| Range | 99.9938 |
| Interquartile range (IQR) | 33.1133 |
Descriptive statistics
| Standard deviation | 20.847412 |
|---|---|
| Coefficient of variation (CV) | 0.80318935 |
| Kurtosis | -0.77021057 |
| Mean | 25.955787 |
| Median Absolute Deviation (MAD) | 16.7097 |
| Skewness | 0.41808492 |
| Sum | 7670350.4 |
| Variance | 434.61458 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1197 | 2016 | 0.7% |
| 0.1195 | 2007 | 0.7% |
| 0.1198 | 1994 | 0.7% |
| 0.1194 | 1979 | 0.7% |
| 0.1191 | 1812 | 0.6% |
| 0.1199 | 1797 | 0.6% |
| 0.1193 | 1762 | 0.6% |
| 0.1201 | 1659 | 0.6% |
| 0.119 | 1594 | 0.5% |
| 0.1202 | 1565 | 0.5% |
| Other values (6417) | 277331 |
| Value | Count | Frequency (%) |
| 0.0366 | 1 | < 0.1% |
| 0.0373 | 1 | < 0.1% |
| 0.0374 | 1 | < 0.1% |
| 0.0377 | 1 | < 0.1% |
| 0.0379 | 3 | |
| 0.0383 | 1 | < 0.1% |
| 0.0384 | 1 | < 0.1% |
| 0.0385 | 2 | |
| 0.0387 | 1 | < 0.1% |
| 0.0388 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 100.0304 | 1 | < 0.1% |
| 98.8084 | 1 | < 0.1% |
| 94.5698 | 1 | < 0.1% |
| 89.8357 | 2 | < 0.1% |
| 88.8467 | 5 | < 0.1% |
| 88.0388 | 14 | |
| 87.0883 | 15 | |
| 86.3116 | 12 | |
| 85.3974 | 24 | |
| 84.6501 | 27 |
R11 (MOhm)
Real number (ℝ)
| Distinct | 6238 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.755315 |
| Minimum | 0.0311 |
|---|---|
| Maximum | 96.936 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0311 |
|---|---|
| 5-th percentile | 0.1078 |
| Q1 | 10.5294 |
| median | 27.2815 |
| Q3 | 42.3694 |
| 95-th percentile | 63.4039 |
| Maximum | 96.936 |
| Range | 96.9049 |
| Interquartile range (IQR) | 31.84 |
Descriptive statistics
| Standard deviation | 20.766439 |
|---|---|
| Coefficient of variation (CV) | 0.74819685 |
| Kurtosis | -0.83464589 |
| Mean | 27.755315 |
| Median Absolute Deviation (MAD) | 15.5086 |
| Skewness | 0.2251464 |
| Sum | 8202139.6 |
| Variance | 431.24499 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1082 | 2993 | 1.0% |
| 0.1085 | 2937 | 1.0% |
| 0.1086 | 2897 | 1.0% |
| 0.1084 | 2870 | 1.0% |
| 0.1081 | 2710 | 0.9% |
| 0.1088 | 2524 | 0.9% |
| 0.108 | 2332 | 0.8% |
| 0.1078 | 2019 | 0.7% |
| 0.1089 | 1936 | 0.7% |
| 0.1077 | 1741 | 0.6% |
| Other values (6228) | 270557 |
| Value | Count | Frequency (%) |
| 0.0311 | 1 | |
| 0.0312 | 1 | |
| 0.0317 | 2 | |
| 0.0318 | 1 | |
| 0.0321 | 1 | |
| 0.0323 | 2 | |
| 0.0324 | 2 | |
| 0.0325 | 1 | |
| 0.0326 | 2 | |
| 0.0327 | 2 |
| Value | Count | Frequency (%) |
| 96.936 | 2 | < 0.1% |
| 89.1159 | 2 | < 0.1% |
| 88.3056 | 4 | < 0.1% |
| 87.3522 | 18 | < 0.1% |
| 86.5731 | 12 | < 0.1% |
| 85.6562 | 16 | < 0.1% |
| 84.9067 | 24 | |
| 84.0241 | 33 | |
| 83.3024 | 38 | |
| 82.4524 | 55 |
R12 (MOhm)
Real number (ℝ)
| Distinct | 6251 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.772805 |
| Minimum | 0.0327 |
|---|---|
| Maximum | 129.9261 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0327 |
|---|---|
| 5-th percentile | 0.1074 |
| Q1 | 9.665 |
| median | 25.9844 |
| Q3 | 39.518 |
| 95-th percentile | 56.1889 |
| Maximum | 129.9261 |
| Range | 129.8934 |
| Interquartile range (IQR) | 29.853 |
Descriptive statistics
| Standard deviation | 18.897545 |
|---|---|
| Coefficient of variation (CV) | 0.73323585 |
| Kurtosis | -0.82097155 |
| Mean | 25.772805 |
| Median Absolute Deviation (MAD) | 14.2727 |
| Skewness | 0.15146467 |
| Sum | 7616276.3 |
| Variance | 357.1172 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1087 | 1302 | 0.4% |
| 0.1084 | 1292 | 0.4% |
| 0.1086 | 1268 | 0.4% |
| 0.1083 | 1234 | 0.4% |
| 0.1088 | 1207 | 0.4% |
| 0.1082 | 1171 | 0.4% |
| 0.109 | 1151 | 0.4% |
| 0.1091 | 1114 | 0.4% |
| 0.108 | 1096 | 0.4% |
| 0.1079 | 1060 | 0.4% |
| Other values (6241) | 283621 |
| Value | Count | Frequency (%) |
| 0.0327 | 1 | < 0.1% |
| 0.0336 | 1 | < 0.1% |
| 0.0337 | 1 | < 0.1% |
| 0.0338 | 1 | < 0.1% |
| 0.034 | 1 | < 0.1% |
| 0.0341 | 3 | |
| 0.0342 | 3 | |
| 0.0343 | 5 | |
| 0.0344 | 2 | < 0.1% |
| 0.0346 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 129.9261 | 1 | < 0.1% |
| 85.8287 | 1 | < 0.1% |
| 85.0777 | 4 | < 0.1% |
| 84.1934 | 7 | < 0.1% |
| 83.4702 | 9 | < 0.1% |
| 82.6184 | 30 | |
| 81.9217 | 46 | |
| 81.1007 | 38 | |
| 80.4289 | 61 | |
| 79.6371 | 67 |
R13 (MOhm)
Real number (ℝ)
| Distinct | 6402 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.460428 |
| Minimum | 0.0336 |
|---|---|
| Maximum | 92.0217 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0336 |
|---|---|
| 5-th percentile | 0.1008 |
| Q1 | 7.7471 |
| median | 21.4204 |
| Q3 | 34.4882 |
| 95-th percentile | 52.8453 |
| Maximum | 92.0217 |
| Range | 91.9881 |
| Interquartile range (IQR) | 26.7411 |
Descriptive statistics
| Standard deviation | 17.276121 |
|---|---|
| Coefficient of variation (CV) | 0.76918042 |
| Kurtosis | -0.71840386 |
| Mean | 22.460428 |
| Median Absolute Deviation (MAD) | 13.215 |
| Skewness | 0.33141932 |
| Sum | 6637415.9 |
| Variance | 298.46437 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1025 | 1217 | 0.4% |
| 0.1026 | 1206 | 0.4% |
| 0.1022 | 1175 | 0.4% |
| 0.1023 | 1173 | 0.4% |
| 0.1021 | 1165 | 0.4% |
| 0.1019 | 1125 | 0.4% |
| 0.1029 | 1118 | 0.4% |
| 0.1027 | 1105 | 0.4% |
| 0.103 | 1069 | 0.4% |
| 0.1037 | 1059 | 0.4% |
| Other values (6392) | 284104 |
| Value | Count | Frequency (%) |
| 0.0336 | 1 | |
| 0.0338 | 1 | |
| 0.0339 | 1 | |
| 0.0341 | 1 | |
| 0.0343 | 1 | |
| 0.0344 | 2 | |
| 0.0346 | 2 | |
| 0.0348 | 1 | |
| 0.0349 | 1 | |
| 0.0351 | 2 |
| Value | Count | Frequency (%) |
| 92.0217 | 1 | < 0.1% |
| 76.7411 | 1 | < 0.1% |
| 75.4135 | 4 | < 0.1% |
| 74.7083 | 3 | < 0.1% |
| 74.1305 | 3 | < 0.1% |
| 73.4487 | 5 | < 0.1% |
| 72.8899 | 6 | < 0.1% |
| 72.2303 | 12 | |
| 71.6896 | 22 | |
| 71.0511 | 24 |
R14 (MOhm)
Real number (ℝ)
| Distinct | 6206 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28.84637 |
| Minimum | 0.0316 |
|---|---|
| Maximum | 118.8749 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.3 MiB |
Quantile statistics
| Minimum | 0.0316 |
|---|---|
| 5-th percentile | 0.1069 |
| Q1 | 9.6501 |
| median | 27.1416 |
| Q3 | 45.0239 |
| 95-th percentile | 68.3837 |
| Maximum | 118.8749 |
| Range | 118.8433 |
| Interquartile range (IQR) | 35.3738 |
Descriptive statistics
| Standard deviation | 22.350827 |
|---|---|
| Coefficient of variation (CV) | 0.77482286 |
| Kurtosis | -0.91558811 |
| Mean | 28.84637 |
| Median Absolute Deviation (MAD) | 17.6669 |
| Skewness | 0.29974334 |
| Sum | 8524563.8 |
| Variance | 499.55946 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1072 | 2675 | 0.9% |
| 0.1074 | 2647 | 0.9% |
| 0.1075 | 2579 | 0.9% |
| 0.1077 | 2554 | 0.9% |
| 0.1071 | 2520 | 0.9% |
| 0.1079 | 2508 | 0.8% |
| 0.1078 | 2474 | 0.8% |
| 0.108 | 2300 | 0.8% |
| 0.107 | 2275 | 0.8% |
| 0.1069 | 1975 | 0.7% |
| Other values (6196) | 271009 |
| Value | Count | Frequency (%) |
| 0.0316 | 1 | < 0.1% |
| 0.0321 | 2 | < 0.1% |
| 0.0322 | 2 | < 0.1% |
| 0.0324 | 2 | < 0.1% |
| 0.0326 | 3 | |
| 0.0327 | 3 | |
| 0.0329 | 3 | |
| 0.033 | 3 | |
| 0.0332 | 4 | |
| 0.0333 | 5 |
| Value | Count | Frequency (%) |
| 118.8749 | 1 | < 0.1% |
| 101.1097 | 1 | < 0.1% |
| 93.4235 | 1 | < 0.1% |
| 90.595 | 1 | < 0.1% |
| 88.7468 | 1 | < 0.1% |
| 87.7697 | 3 | |
| 86.9716 | 2 | < 0.1% |
| 86.0327 | 1 | < 0.1% |
| 85.2654 | 4 | |
| 84.3623 | 6 |
Auto
The auto setting is an interpretable pairwise column metric of the following mapping:- Variable_type-Variable_type : Method, Range
- Categorical-Categorical : Cramer's V, [0,1]
- Numerical-Categorical : Cramer's V, [0,1] (using a discretized numerical column)
- Numerical-Numerical : Spearman's ρ, [-1,1]
This configuration uses the recommended metric for each pair of columns.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.| Time (s) | CO (ppm) | Humidity (%r.h.) | Temperature (C) | Flow rate (mL/min) | Heater voltage (V) | R1 (MOhm) | R2 (MOhm) | R3 (MOhm) | R4 (MOhm) | R5 (MOhm) | R6 (MOhm) | R7 (MOhm) | R8 (MOhm) | R9 (MOhm) | R10 (MOhm) | R11 (MOhm) | R12 (MOhm) | R13 (MOhm) | R14 (MOhm) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.000 | 0.0 | 50.25 | 26.54 | 243.0538 | 0.8805 | 0.0643 | 0.1489 | 0.1056 | 0.1051 | 0.1093 | 0.1341 | 0.1151 | 0.1188 | 0.1062 | 0.1290 | 0.1183 | 0.1204 | 0.1087 | 0.1130 |
| 1 | 0.309 | 0.0 | 50.25 | 26.54 | 242.0039 | 0.8928 | 0.0710 | 0.1436 | 0.1059 | 0.1013 | 0.1081 | 0.1285 | 0.1166 | 0.1103 | 0.1017 | 0.1223 | 0.1139 | 0.1166 | 0.1068 | 0.1110 |
| 2 | 0.619 | 0.0 | 50.25 | 26.54 | 241.5810 | 0.8960 | 0.0762 | 0.1402 | 0.1080 | 0.1007 | 0.1100 | 0.1260 | 0.1188 | 0.1088 | 0.1009 | 0.1215 | 0.1128 | 0.1155 | 0.1067 | 0.1103 |
| 3 | 0.928 | 0.0 | 50.25 | 26.54 | 241.1596 | 0.8980 | 0.0797 | 0.1392 | 0.1112 | 0.1011 | 0.1121 | 0.1252 | 0.1209 | 0.1086 | 0.1007 | 0.1212 | 0.1121 | 0.1152 | 0.1070 | 0.1102 |
| 4 | 1.235 | 0.0 | 50.25 | 26.54 | 240.7642 | 0.8983 | 0.0822 | 0.1395 | 0.1142 | 0.1021 | 0.1143 | 0.1256 | 0.1233 | 0.1086 | 0.1004 | 0.1215 | 0.1120 | 0.1151 | 0.1072 | 0.1102 |
| 5 | 1.545 | 0.0 | 50.25 | 26.54 | 240.7683 | 0.8990 | 0.0844 | 0.1404 | 0.1172 | 0.1032 | 0.1165 | 0.1262 | 0.1253 | 0.1086 | 0.1004 | 0.1215 | 0.1116 | 0.1151 | 0.1072 | 0.1100 |
| 6 | 1.853 | 0.0 | 50.25 | 26.54 | 240.7723 | 0.8990 | 0.0863 | 0.1416 | 0.1199 | 0.1043 | 0.1185 | 0.1269 | 0.1273 | 0.1087 | 0.1003 | 0.1215 | 0.1113 | 0.1149 | 0.1074 | 0.1099 |
| 7 | 2.161 | 0.0 | 50.25 | 26.54 | 240.7763 | 0.8990 | 0.0876 | 0.1432 | 0.1223 | 0.1053 | 0.1203 | 0.1277 | 0.1291 | 0.1086 | 0.1001 | 0.1215 | 0.1112 | 0.1149 | 0.1075 | 0.1099 |
| 8 | 2.470 | 0.0 | 50.25 | 26.54 | 240.9038 | 0.8990 | 0.0889 | 0.1443 | 0.1242 | 0.1064 | 0.1220 | 0.1288 | 0.1306 | 0.1088 | 0.1000 | 0.1216 | 0.1109 | 0.1148 | 0.1078 | 0.1098 |
| 9 | 2.779 | 0.0 | 50.25 | 26.54 | 241.0592 | 0.8990 | 0.0904 | 0.1455 | 0.1261 | 0.1073 | 0.1235 | 0.1296 | 0.1319 | 0.1086 | 0.1001 | 0.1215 | 0.1109 | 0.1148 | 0.1076 | 0.1099 |
| Time (s) | CO (ppm) | Humidity (%r.h.) | Temperature (C) | Flow rate (mL/min) | Heater voltage (V) | R1 (MOhm) | R2 (MOhm) | R3 (MOhm) | R4 (MOhm) | R5 (MOhm) | R6 (MOhm) | R7 (MOhm) | R8 (MOhm) | R9 (MOhm) | R10 (MOhm) | R11 (MOhm) | R12 (MOhm) | R13 (MOhm) | R14 (MOhm) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 295506 | 90906.841 | 0.0 | 62.28 | 26.42 | 0.5429 | 0.2020 | 60.9443 | 75.6194 | 82.2033 | 27.2366 | 70.1076 | 80.6531 | 82.8830 | 62.5385 | 46.8330 | 67.0980 | 64.3359 | 69.0754 | 51.2453 | 70.0976 |
| 295507 | 90907.146 | 0.0 | 62.28 | 26.42 | 0.1037 | 0.2020 | 66.0296 | 79.0683 | 82.2033 | 27.0332 | 66.9022 | 73.5077 | 77.0531 | 58.8889 | 50.8583 | 70.9577 | 51.4357 | 63.5316 | 50.9695 | 68.3837 |
| 295508 | 90907.451 | 0.0 | 62.28 | 26.42 | 0.0000 | 0.2010 | 67.5047 | 73.1111 | 74.5825 | 25.8722 | 63.9733 | 69.2602 | 70.8143 | 58.8889 | 48.7382 | 68.7283 | 64.8558 | 62.6239 | 49.7900 | 71.2524 |
| 295509 | 90907.757 | 0.0 | 62.28 | 26.42 | 0.0000 | 0.2004 | 60.9443 | 68.5571 | 70.9577 | 25.3273 | 62.1572 | 67.0156 | 67.5280 | 60.6597 | 47.3693 | 66.0832 | 66.8349 | 62.6239 | 50.3730 | 69.4831 |
| 295510 | 90908.061 | 0.0 | 62.28 | 26.42 | 0.0000 | 0.2000 | 54.4606 | 62.6869 | 68.1441 | 25.2306 | 55.7412 | 60.5782 | 61.7820 | 60.6597 | 48.1713 | 66.6330 | 65.8307 | 61.3484 | 50.6424 | 68.3837 |
| 295511 | 90908.366 | 0.0 | 62.28 | 26.42 | 0.0000 | 0.2004 | 50.0809 | 58.0787 | 58.9374 | 21.7880 | 53.0277 | 54.9192 | 58.3870 | 56.7773 | 49.3184 | 63.2123 | 65.2954 | 59.2350 | 50.6424 | 67.8952 |
| 295512 | 90908.671 | 0.0 | 62.28 | 26.42 | 0.0000 | 0.2000 | 46.1185 | 55.1483 | 56.9725 | 23.1202 | 50.5620 | 52.4326 | 54.0231 | 55.9880 | 50.8583 | 69.8255 | 64.3359 | 57.6725 | 50.0533 | 68.9791 |
| 295513 | 90908.976 | 0.0 | 62.28 | 26.42 | 0.0000 | 0.2008 | 41.6775 | 48.7046 | 54.8161 | 22.9051 | 47.2584 | 50.4951 | 50.8483 | 56.7773 | 48.4789 | 70.3356 | 64.3359 | 58.4435 | 49.4775 | 68.9791 |
| 295514 | 90909.281 | 0.0 | 62.28 | 26.42 | 0.0000 | 0.2000 | 38.1549 | 45.3727 | 49.5202 | 22.6808 | 46.2493 | 48.1206 | 49.9924 | 59.2824 | 48.4789 | 62.7987 | 64.8558 | 57.6725 | 49.2201 | 66.8445 |
| 295515 | 90909.585 | 0.0 | 62.28 | 26.42 | 0.0000 | 0.2000 | 35.7839 | 41.4592 | 47.3498 | 21.7880 | 45.0672 | 46.2396 | 49.1134 | 56.7773 | 49.3184 | 61.0401 | 63.9090 | 56.9212 | 49.4775 | 68.3837 |